Tab

Quansheng GU

古权胜

I build systems for efficient AI inference.

Computer science student working across high-performance computing, inference engines, and the systems behind faster models.

Current focus

Sparse-first inference for long contexts.

Sparse-vLLM rethinks cache layout, controller flow, and kernels so sparse methods become first-class runtime choices.

Role
Inference systems
Engine
Sparse KV runtime
Status
Active open source
Read case study
Sparse-vLLM throughput benchmark chart from the project repository

Things I’ve built.

Work shaped by profiling evidence, hardware constraints, and explicit performance goals.

Along the way.

Research & Experience

May 2026 - Present

Research Intern

M³AIL Research Group

Research intern with the M³AIL Research Group at Harbin Institute of Technology, Shenzhen.

Oct 2025 - Present

HPC Team Core Member

HITSZ-HPC / JiuZhang

Core member of the HITSZ supercomputing team, working on competition training and performance optimization.

Education

Harbin Institute of Technology, Shenzhen

B.Eng. candidate, Computer Science and Technology2024 - Present

Selected Awards

ASC Student Supercomputer Challenge

ASC26 Final, First Prize, 2026
Team captain

Huawei ICT Competition, China

National Final, Third Prize, 2025
Team captain

Full profile
A cyclist beside a mountain road

The other side.

Cycling, hiking, travel, and places I want to remember.

View activity